Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 13184 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.8 MiB |
| Average record size in memory | 143.0 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 1 |
song_name has a high cardinality: 9893 distinct values | High cardinality |
acousticness is highly correlated with energy and 1 other fields | High correlation |
energy is highly correlated with acousticness and 1 other fields | High correlation |
loudness is highly correlated with acousticness and 2 other fields | High correlation |
instrumentalness is highly correlated with loudness | High correlation |
tempo is highly correlated with time_signature | High correlation |
time_signature is highly correlated with tempo | High correlation |
song_name is uniformly distributed | Uniform |
song_id has unique values | Unique |
song_popularity has 173 (1.3%) zeros | Zeros |
instrumentalness has 5043 (38.3%) zeros | Zeros |
key has 1520 (11.5%) zeros | Zeros |
audio_mode has 4902 (37.2%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-24 19:08:33.259914 |
|---|---|
| Analysis finished | 2022-11-24 19:09:06.220070 |
| Duration | 32.96 seconds |
| Software version | pandas-profiling v3.3.0 |
| Download configuration | config.json |
| Distinct | 13184 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9397.536104 |
| Minimum | 0 |
|---|---|
| Maximum | 18832 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 116.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 938.15 |
| Q1 | 4690.75 |
| median | 9406 |
| Q3 | 14090.5 |
| 95-th percentile | 17940.85 |
| Maximum | 18832 |
| Range | 18832 |
| Interquartile range (IQR) | 9399.75 |
Descriptive statistics
| Standard deviation | 5443.026435 |
|---|---|
| Coefficient of variation (CV) | 0.5791971826 |
| Kurtosis | -1.195766623 |
| Mean | 9397.536104 |
| Median Absolute Deviation (MAD) | 4701.5 |
| Skewness | 0.009096673618 |
| Sum | 123897116 |
| Variance | 29626536.77 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2231 | 1 | < 0.1% |
| 16583 | 1 | < 0.1% |
| 16908 | 1 | < 0.1% |
| 10155 | 1 | < 0.1% |
| 18150 | 1 | < 0.1% |
| 16694 | 1 | < 0.1% |
| 331 | 1 | < 0.1% |
| 18702 | 1 | < 0.1% |
| 16364 | 1 | < 0.1% |
| 17995 | 1 | < 0.1% |
| Other values (13174) | 13174 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 14 | 1 |
| Value | Count | Frequency (%) |
| 18832 | 1 | |
| 18830 | 1 | |
| 18829 | 1 | |
| 18828 | 1 | |
| 18827 | 1 | |
| 18825 | 1 | |
| 18824 | 1 | |
| 18822 | 1 | |
| 18821 | 1 | |
| 18820 | 1 |
| Distinct | 9893 |
|---|---|
| Distinct (%) | 75.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.1 KiB |
| Better | 16 |
|---|---|
| Promises (with Sam Smith) | 13 |
| FEFE (feat. Nicki Minaj & Murda Beatz) | 12 |
| Without Me | 12 |
| REEL IT IN | 11 |
| Other values (9888) |
Length
| Max length | 141 |
|---|---|
| Median length | 83 |
| Mean length | 16.63425364 |
| Min length | 1 |
Characters and Unicode
| Total characters | 219306 |
|---|---|
| Distinct characters | 255 |
| Distinct categories | 16 ? |
| Distinct scripts | 8 ? |
| Distinct blocks | 8 ? |
Unique
| Unique | 8030 ? |
|---|---|
| Unique (%) | 60.9% |
Sample
| 1st row | Maneater - Radio Edit |
|---|---|
| 2nd row | Better Off Alone |
| 3rd row | Song That I Heard |
| 4th row | Zumba |
| 5th row | Bumper To Bumper |
Common Values
| Value | Count | Frequency (%) |
| Better | 16 | 0.1% |
| Promises (with Sam Smith) | 13 | 0.1% |
| FEFE (feat. Nicki Minaj & Murda Beatz) | 12 | 0.1% |
| Without Me | 12 | 0.1% |
| REEL IT IN | 11 | 0.1% |
| I Like It | 11 | 0.1% |
| Taki Taki (with Selena Gomez, Ozuna & Cardi B) | 11 | 0.1% |
| MIA (feat. Drake) | 11 | 0.1% |
| ZEZE (feat. Travis Scott & Offset) | 11 | 0.1% |
| Sunflower - Spider-Man: Into the Spider-Verse | 10 | 0.1% |
| Other values (9883) | 13066 |
Length
| Value | Count | Frequency (%) |
| 1716 | 4.1% | |
| the | 1132 | 2.7% |
| feat | 1051 | 2.5% |
| you | 741 | 1.8% |
| me | 634 | 1.5% |
| i | 517 | 1.2% |
| love | 477 | 1.1% |
| my | 377 | 0.9% |
| a | 373 | 0.9% |
| in | 356 | 0.8% |
| Other values (8104) | 34759 |
Most occurring characters
| Value | Count | Frequency (%) |
| 28949 | 13.2% | |
| e | 20370 | 9.3% |
| a | 13261 | 6.0% |
| o | 13144 | 6.0% |
| i | 11174 | 5.1% |
| t | 10150 | 4.6% |
| n | 10052 | 4.6% |
| r | 8990 | 4.1% |
| l | 6754 | 3.1% |
| s | 6708 | 3.1% |
| Other values (245) | 89754 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 139886 | |
| Uppercase Letter | 39954 | 18.2% |
| Space Separator | 28949 | 13.2% |
| Other Punctuation | 3703 | 1.7% |
| Close Punctuation | 1709 | 0.8% |
| Open Punctuation | 1709 | 0.8% |
| Decimal Number | 1679 | 0.8% |
| Dash Punctuation | 1458 | 0.7% |
| Other Letter | 152 | 0.1% |
| Currency Symbol | 41 | < 0.1% |
| Other values (6) | 66 | < 0.1% |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| ا | 9 | 5.9% |
| ج | 3 | 2.0% |
| ر | 3 | 2.0% |
| د | 3 | 2.0% |
| ي | 3 | 2.0% |
| ل | 3 | 2.0% |
| 我 | 2 | 1.3% |
| 中 | 2 | 1.3% |
| ン | 2 | 1.3% |
| 的 | 2 | 1.3% |
| Other values (113) | 120 |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 20370 | |
| a | 13261 | 9.5% |
| o | 13144 | 9.4% |
| i | 11174 | 8.0% |
| t | 10150 | 7.3% |
| n | 10052 | 7.2% |
| r | 8990 | 6.4% |
| l | 6754 | 4.8% |
| s | 6708 | 4.8% |
| u | 5005 | 3.6% |
| Other values (41) | 34278 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 3206 | 8.0% |
| T | 3040 | 7.6% |
| M | 2994 | 7.5% |
| L | 2574 | 6.4% |
| B | 2488 | 6.2% |
| A | 2186 | 5.5% |
| R | 2062 | 5.2% |
| I | 2038 | 5.1% |
| D | 1959 | 4.9% |
| C | 1900 | 4.8% |
| Other values (22) | 15507 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1519 | |
| ' | 1065 | |
| & | 360 | 9.7% |
| , | 342 | 9.2% |
| ! | 90 | 2.4% |
| / | 89 | 2.4% |
| ? | 79 | 2.1% |
| " | 64 | 1.7% |
| * | 34 | 0.9% |
| : | 34 | 0.9% |
| Other values (7) | 27 | 0.7% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 365 | |
| 1 | 342 | |
| 2 | 333 | |
| 9 | 181 | |
| 5 | 95 | 5.7% |
| 4 | 84 | 5.0% |
| 3 | 78 | 4.6% |
| 6 | 68 | 4.1% |
| 8 | 67 | 4.0% |
| 7 | 66 | 3.9% |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 1672 | |
| ] | 35 | 2.0% |
| 》 | 2 | 0.1% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 1672 | |
| [ | 35 | 2.0% |
| 《 | 2 | 0.1% |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 39 | |
| ¥ | 1 | 2.4% |
| £ | 1 | 2.4% |
Math Symbol
| Value | Count | Frequency (%) |
| + | 7 | |
| | | 5 | |
| < | 1 | 7.7% |
Final Punctuation
| Value | Count | Frequency (%) |
| ’ | 35 | |
| ” | 4 | 10.3% |
Initial Punctuation
| Value | Count | Frequency (%) |
| “ | 4 | |
| ‘ | 1 | 20.0% |
Other Symbol
| Value | Count | Frequency (%) |
| ® | 3 | |
| ° | 1 | 25.0% |
Space Separator
| Value | Count | Frequency (%) |
| 28949 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1458 |
Modifier Symbol
| Value | Count | Frequency (%) |
| ´ | 3 |
Modifier Letter
| Value | Count | Frequency (%) |
| ー | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 179834 | |
| Common | 39314 | 17.9% |
| Han | 75 | < 0.1% |
| Arabic | 37 | < 0.1% |
| Katakana | 20 | < 0.1% |
| Hangul | 20 | < 0.1% |
| Cyrillic | 5 | < 0.1% |
| Greek | 1 | < 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 20370 | 11.3% |
| a | 13261 | 7.4% |
| o | 13144 | 7.3% |
| i | 11174 | 6.2% |
| t | 10150 | 5.6% |
| n | 10052 | 5.6% |
| r | 8990 | 5.0% |
| l | 6754 | 3.8% |
| s | 6708 | 3.7% |
| u | 5005 | 2.8% |
| Other values (67) | 74226 |
Han
| Value | Count | Frequency (%) |
| 我 | 2 | 2.7% |
| 中 | 2 | 2.7% |
| 的 | 2 | 2.7% |
| 不 | 2 | 2.7% |
| 花 | 2 | 2.7% |
| 要 | 2 | 2.7% |
| 證 | 1 | 1.3% |
| 維 | 1 | 1.3% |
| 婭 | 1 | 1.3% |
| 袁 | 1 | 1.3% |
| Other values (59) | 59 |
Common
| Value | Count | Frequency (%) |
| 28949 | ||
| ) | 1672 | 4.3% |
| ( | 1672 | 4.3% |
| . | 1519 | 3.9% |
| - | 1458 | 3.7% |
| ' | 1065 | 2.7% |
| 0 | 365 | 0.9% |
| & | 360 | 0.9% |
| , | 342 | 0.9% |
| 1 | 342 | 0.9% |
| Other values (39) | 1570 | 4.0% |
Hangul
| Value | Count | Frequency (%) |
| 겨 | 1 | 5.0% |
| 잠 | 1 | 5.0% |
| 음 | 1 | 5.0% |
| 락 | 1 | 5.0% |
| 연 | 1 | 5.0% |
| 상 | 1 | 5.0% |
| 비 | 1 | 5.0% |
| 각 | 1 | 5.0% |
| 조 | 1 | 5.0% |
| 달 | 1 | 5.0% |
| Other values (10) | 10 |
Katakana
| Value | Count | Frequency (%) |
| ン | 2 | 10.0% |
| タ | 1 | 5.0% |
| ナ | 1 | 5.0% |
| ソ | 1 | 5.0% |
| ノ | 1 | 5.0% |
| ア | 1 | 5.0% |
| ピ | 1 | 5.0% |
| ェ | 1 | 5.0% |
| ヴ | 1 | 5.0% |
| ト | 1 | 5.0% |
| Other values (9) | 9 |
Arabic
| Value | Count | Frequency (%) |
| ا | 9 | |
| ج | 3 | 8.1% |
| ر | 3 | 8.1% |
| د | 3 | 8.1% |
| ي | 3 | 8.1% |
| ل | 3 | 8.1% |
| و | 2 | 5.4% |
| ك | 2 | 5.4% |
| ع | 2 | 5.4% |
| ز | 2 | 5.4% |
| Other values (5) | 5 |
Cyrillic
| Value | Count | Frequency (%) |
| к | 1 | |
| и | 1 | |
| л | 1 | |
| е | 1 | |
| г | 1 |
Greek
| Value | Count | Frequency (%) |
| ύ | 1 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 218745 | |
| None | 353 | 0.2% |
| CJK | 75 | < 0.1% |
| Punctuation | 47 | < 0.1% |
| Arabic | 37 | < 0.1% |
| Katakana | 24 | < 0.1% |
| Hangul | 20 | < 0.1% |
| Cyrillic | 5 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 28949 | 13.2% | |
| e | 20370 | 9.3% |
| a | 13261 | 6.1% |
| o | 13144 | 6.0% |
| i | 11174 | 5.1% |
| t | 10150 | 4.6% |
| n | 10052 | 4.6% |
| r | 8990 | 4.1% |
| l | 6754 | 3.1% |
| s | 6708 | 3.1% |
| Other values (75) | 89193 |
None
| Value | Count | Frequency (%) |
| é | 81 | |
| í | 52 | |
| ó | 51 | |
| á | 40 | |
| ñ | 34 | |
| ú | 26 | 7.4% |
| ¿ | 9 | 2.5% |
| ë | 6 | 1.7% |
| Ü | 5 | 1.4% |
| ê | 5 | 1.4% |
| Other values (25) | 44 |
Punctuation
| Value | Count | Frequency (%) |
| ’ | 35 | |
| ” | 4 | 8.5% |
| “ | 4 | 8.5% |
| • | 3 | 6.4% |
| ‘ | 1 | 2.1% |
Arabic
| Value | Count | Frequency (%) |
| ا | 9 | |
| ج | 3 | 8.1% |
| ر | 3 | 8.1% |
| د | 3 | 8.1% |
| ي | 3 | 8.1% |
| ل | 3 | 8.1% |
| و | 2 | 5.4% |
| ك | 2 | 5.4% |
| ع | 2 | 5.4% |
| ز | 2 | 5.4% |
| Other values (5) | 5 |
CJK
| Value | Count | Frequency (%) |
| 我 | 2 | 2.7% |
| 中 | 2 | 2.7% |
| 的 | 2 | 2.7% |
| 不 | 2 | 2.7% |
| 花 | 2 | 2.7% |
| 要 | 2 | 2.7% |
| 證 | 1 | 1.3% |
| 維 | 1 | 1.3% |
| 婭 | 1 | 1.3% |
| 袁 | 1 | 1.3% |
| Other values (59) | 59 |
Katakana
| Value | Count | Frequency (%) |
| ン | 2 | 8.3% |
| ー | 2 | 8.3% |
| ・ | 2 | 8.3% |
| タ | 1 | 4.2% |
| ナ | 1 | 4.2% |
| ソ | 1 | 4.2% |
| ノ | 1 | 4.2% |
| ア | 1 | 4.2% |
| ピ | 1 | 4.2% |
| ェ | 1 | 4.2% |
| Other values (11) | 11 |
Hangul
| Value | Count | Frequency (%) |
| 겨 | 1 | 5.0% |
| 잠 | 1 | 5.0% |
| 음 | 1 | 5.0% |
| 락 | 1 | 5.0% |
| 연 | 1 | 5.0% |
| 상 | 1 | 5.0% |
| 비 | 1 | 5.0% |
| 각 | 1 | 5.0% |
| 조 | 1 | 5.0% |
| 달 | 1 | 5.0% |
| Other values (10) | 10 |
Cyrillic
| Value | Count | Frequency (%) |
| к | 1 | |
| и | 1 | |
| л | 1 | |
| е | 1 | |
| г | 1 |
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.07190534 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 173 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 116.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 40 |
| median | 56 |
| Q3 | 69 |
| 95-th percentile | 85 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 21.76967318 |
|---|---|
| Coefficient of variation (CV) | 0.4101920412 |
| Kurtosis | -0.1602217316 |
| Mean | 53.07190534 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.504843156 |
| Sum | 699700 |
| Variance | 473.9186705 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 58 | 292 | 2.2% |
| 60 | 279 | 2.1% |
| 63 | 270 | 2.0% |
| 66 | 270 | 2.0% |
| 70 | 269 | 2.0% |
| 55 | 269 | 2.0% |
| 62 | 267 | 2.0% |
| 52 | 266 | 2.0% |
| 61 | 261 | 2.0% |
| 53 | 260 | 2.0% |
| Other values (91) | 10481 |
| Value | Count | Frequency (%) |
| 0 | 173 | |
| 1 | 75 | |
| 2 | 76 | |
| 3 | 47 | 0.4% |
| 4 | 67 | 0.5% |
| 5 | 53 | 0.4% |
| 6 | 50 | 0.4% |
| 7 | 59 | 0.4% |
| 8 | 61 | 0.5% |
| 9 | 40 | 0.3% |
| Value | Count | Frequency (%) |
| 100 | 7 | 0.1% |
| 99 | 10 | 0.1% |
| 98 | 32 | |
| 97 | 27 | |
| 96 | 36 | |
| 95 | 42 | |
| 94 | 54 | |
| 93 | 22 | 0.2% |
| 92 | 43 | |
| 91 | 66 |
song_duration_ms
Real number (ℝ≥0)
| Distinct | 9117 |
|---|---|
| Distinct (%) | 69.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 218513.6007 |
| Minimum | 12000 |
|---|---|
| Maximum | 1799346 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 116.0 KiB |
Quantile statistics
| Minimum | 12000 |
|---|---|
| 5-th percentile | 141970.7 |
| Q1 | 184876.5 |
| median | 211794 |
| Q3 | 243160 |
| 95-th percentile | 313545.25 |
| Maximum | 1799346 |
| Range | 1787346 |
| Interquartile range (IQR) | 58283.5 |
Descriptive statistics
| Standard deviation | 60074.78459 |
|---|---|
| Coefficient of variation (CV) | 0.2749246931 |
| Kurtosis | 52.99166553 |
| Mean | 218513.6007 |
| Median Absolute Deviation (MAD) | 28806 |
| Skewness | 3.48211507 |
| Sum | 2880883311 |
| Variance | 3608979744 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 165000 | 19 | 0.1% |
| 180000 | 16 | 0.1% |
| 195000 | 14 | 0.1% |
| 152000 | 14 | 0.1% |
| 213309 | 13 | 0.1% |
| 179404 | 12 | 0.1% |
| 212500 | 12 | 0.1% |
| 189000 | 12 | 0.1% |
| 210367 | 11 | 0.1% |
| 121346 | 11 | 0.1% |
| Other values (9107) | 13050 |
| Value | Count | Frequency (%) |
| 12000 | 1 | |
| 31373 | 1 | |
| 35920 | 1 | |
| 50014 | 1 | |
| 50508 | 1 | |
| 50573 | 1 | |
| 53066 | 1 | |
| 54539 | 1 | |
| 55213 | 1 | |
| 55720 | 1 |
| Value | Count | Frequency (%) |
| 1799346 | 1 | |
| 1233666 | 1 | |
| 1047933 | 1 | |
| 833493 | 1 | |
| 829586 | 1 | |
| 805746 | 1 | |
| 760973 | 1 | |
| 747222 | 1 | |
| 745653 | 1 | |
| 736160 | 1 |
| Distinct | 2918 |
|---|---|
| Distinct (%) | 22.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2586286004 |
| Minimum | 1.02 × 10-6 |
|---|---|
| Maximum | 0.996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 116.0 KiB |
Quantile statistics
| Minimum | 1.02 × 10-6 |
|---|---|
| 5-th percentile | 0.00070945 |
| Q1 | 0.0251 |
| median | 0.132 |
| Q3 | 0.422 |
| 95-th percentile | 0.883 |
| Maximum | 0.996 |
| Range | 0.99599898 |
| Interquartile range (IQR) | 0.3969 |
Descriptive statistics
| Standard deviation | 0.2886015434 |
|---|---|
| Coefficient of variation (CV) | 1.115891834 |
| Kurtosis | -0.08806190881 |
| Mean | 0.2586286004 |
| Median Absolute Deviation (MAD) | 0.12577 |
| Skewness | 1.074590145 |
| Sum | 3409.759468 |
| Variance | 0.08329085085 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.13 | 32 | 0.2% |
| 0.105 | 29 | 0.2% |
| 0.153 | 29 | 0.2% |
| 0.0215 | 28 | 0.2% |
| 0.107 | 28 | 0.2% |
| 0.102 | 28 | 0.2% |
| 0.173 | 28 | 0.2% |
| 0.135 | 26 | 0.2% |
| 0.141 | 26 | 0.2% |
| 0.119 | 26 | 0.2% |
| Other values (2908) | 12904 |
| Value | Count | Frequency (%) |
| 1.02e-06 | 1 | |
| 1.37e-06 | 1 | |
| 1.4e-06 | 1 | |
| 1.8e-06 | 1 | |
| 1.95e-06 | 1 | |
| 2.18e-06 | 1 | |
| 2.42e-06 | 1 | |
| 3.19e-06 | 1 | |
| 3.26e-06 | 1 | |
| 3.41e-06 | 1 |
| Value | Count | Frequency (%) |
| 0.996 | 10 | |
| 0.995 | 18 | |
| 0.994 | 12 | |
| 0.993 | 19 | |
| 0.992 | 9 | |
| 0.991 | 10 | |
| 0.99 | 11 | |
| 0.989 | 6 | < 0.1% |
| 0.988 | 10 | |
| 0.987 | 5 | < 0.1% |
danceability
Real number (ℝ≥0)
| Distinct | 824 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6337836772 |
| Minimum | 0 |
|---|---|
| Maximum | 0.987 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 116.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.357 |
| Q1 | 0.534 |
| median | 0.646 |
| Q3 | 0.748 |
| 95-th percentile | 0.875 |
| Maximum | 0.987 |
| Range | 0.987 |
| Interquartile range (IQR) | 0.214 |
Descriptive statistics
| Standard deviation | 0.1558383256 |
|---|---|
| Coefficient of variation (CV) | 0.2458856723 |
| Kurtosis | -0.0473754053 |
| Mean | 0.6337836772 |
| Median Absolute Deviation (MAD) | 0.106 |
| Skewness | -0.3953997516 |
| Sum | 8355.804 |
| Variance | 0.02428558372 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.687 | 50 | 0.4% |
| 0.657 | 50 | 0.4% |
| 0.6 | 49 | 0.4% |
| 0.659 | 49 | 0.4% |
| 0.6940000000000001 | 48 | 0.4% |
| 0.643 | 47 | 0.4% |
| 0.757 | 47 | 0.4% |
| 0.611 | 46 | 0.3% |
| 0.755 | 45 | 0.3% |
| 0.708 | 44 | 0.3% |
| Other values (814) | 12709 |
| Value | Count | Frequency (%) |
| 0.0 | 2 | |
| 0.0617 | 1 | |
| 0.0625 | 1 | |
| 0.066 | 1 | |
| 0.0684 | 1 | |
| 0.0722 | 1 | |
| 0.081 | 1 | |
| 0.0812 | 1 | |
| 0.0833 | 1 | |
| 0.0855 | 1 |
| Value | Count | Frequency (%) |
| 0.987 | 1 | < 0.1% |
| 0.981 | 1 | < 0.1% |
| 0.978 | 1 | < 0.1% |
| 0.975 | 2 | < 0.1% |
| 0.972 | 1 | < 0.1% |
| 0.969 | 1 | < 0.1% |
| 0.968 | 1 | < 0.1% |
| 0.967 | 6 | |
| 0.966 | 1 | < 0.1% |
| 0.965 | 5 |
| Distinct | 1058 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6456502761 |
| Minimum | 0.00107 |
|---|---|
| Maximum | 0.997 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 116.0 KiB |
Quantile statistics
| Minimum | 0.00107 |
|---|---|
| 5-th percentile | 0.234 |
| Q1 | 0.512 |
| median | 0.6745 |
| Q3 | 0.816 |
| 95-th percentile | 0.94 |
| Maximum | 0.997 |
| Range | 0.99593 |
| Interquartile range (IQR) | 0.304 |
Descriptive statistics
| Standard deviation | 0.2140981311 |
|---|---|
| Coefficient of variation (CV) | 0.3316007737 |
| Kurtosis | -0.121819588 |
| Mean | 0.6456502761 |
| Median Absolute Deviation (MAD) | 0.1505 |
| Skewness | -0.6291780527 |
| Sum | 8512.25324 |
| Variance | 0.04583800974 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.7170000000000001 | 43 | 0.3% |
| 0.7040000000000001 | 43 | 0.3% |
| 0.7859999999999999 | 39 | 0.3% |
| 0.73 | 39 | 0.3% |
| 0.902 | 39 | 0.3% |
| 0.63 | 37 | 0.3% |
| 0.785 | 37 | 0.3% |
| 0.675 | 37 | 0.3% |
| 0.716 | 36 | 0.3% |
| 0.75 | 36 | 0.3% |
| Other values (1048) | 12798 |
| Value | Count | Frequency (%) |
| 0.00107 | 1 | |
| 0.00163 | 1 | |
| 0.00205 | 1 | |
| 0.00266 | 1 | |
| 0.00305 | 1 | |
| 0.00344 | 1 | |
| 0.00362 | 1 | |
| 0.00379 | 2 | |
| 0.00419 | 1 | |
| 0.00465 | 1 |
| Value | Count | Frequency (%) |
| 0.997 | 3 | < 0.1% |
| 0.996 | 5 | < 0.1% |
| 0.995 | 2 | < 0.1% |
| 0.994 | 3 | < 0.1% |
| 0.993 | 5 | < 0.1% |
| 0.992 | 3 | < 0.1% |
| 0.991 | 12 | |
| 0.99 | 10 | |
| 0.989 | 13 | |
| 0.988 | 12 |
| Distinct | 3410 |
|---|---|
| Distinct (%) | 25.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.07706328421 |
| Minimum | 0 |
|---|---|
| Maximum | 0.997 |
| Zeros | 5043 |
| Zeros (%) | 38.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 116.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1.085 × 10-5 |
| Q3 | 0.0025325 |
| 95-th percentile | 0.78085 |
| Maximum | 0.997 |
| Range | 0.997 |
| Interquartile range (IQR) | 0.0025325 |
Descriptive statistics
| Standard deviation | 0.2204576457 |
|---|---|
| Coefficient of variation (CV) | 2.860735147 |
| Kurtosis | 7.772678879 |
| Mean | 0.07706328421 |
| Median Absolute Deviation (MAD) | 1.085 × 10-5 |
| Skewness | 3.018030901 |
| Sum | 1016.002339 |
| Variance | 0.04860157353 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0 | 5043 | |
| 3.33e-06 | 23 | 0.2% |
| 1.16e-06 | 14 | 0.1% |
| 0.00107 | 14 | 0.1% |
| 4.91e-06 | 13 | 0.1% |
| 0.00125 | 13 | 0.1% |
| 1.03e-05 | 13 | 0.1% |
| 0.00114 | 12 | 0.1% |
| 1.07e-05 | 12 | 0.1% |
| 0.391 | 11 | 0.1% |
| Other values (3400) | 8016 |
| Value | Count | Frequency (%) |
| 0.0 | 5043 | |
| 1e-06 | 2 | < 0.1% |
| 1.01e-06 | 3 | < 0.1% |
| 1.02e-06 | 6 | < 0.1% |
| 1.03e-06 | 5 | < 0.1% |
| 1.04e-06 | 8 | 0.1% |
| 1.05e-06 | 3 | < 0.1% |
| 1.06e-06 | 3 | < 0.1% |
| 1.07e-06 | 6 | < 0.1% |
| 1.08e-06 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.997 | 1 | |
| 0.989 | 1 | |
| 0.982 | 1 | |
| 0.979 | 1 | |
| 0.975 | 1 | |
| 0.974 | 1 | |
| 0.973 | 2 | |
| 0.972 | 1 | |
| 0.971 | 1 | |
| 0.969 | 2 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.260087985 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 1520 |
| Zeros (%) | 11.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 116.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.616056868 |
|---|---|
| Coefficient of variation (CV) | 0.6874517838 |
| Kurtosis | -1.312696076 |
| Mean | 5.260087985 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.01049325572 |
| Sum | 69349 |
| Variance | 13.07586728 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1576 | |
| 0 | 1520 | |
| 7 | 1430 | |
| 2 | 1207 | |
| 9 | 1178 | |
| 11 | 1129 | |
| 5 | 1085 | |
| 6 | 966 | |
| 8 | 931 | |
| 4 | 922 | |
| Other values (2) | 1240 |
| Value | Count | Frequency (%) |
| 0 | 1520 | |
| 1 | 1576 | |
| 2 | 1207 | |
| 3 | 347 | 2.6% |
| 4 | 922 | |
| 5 | 1085 | |
| 6 | 966 | |
| 7 | 1430 | |
| 8 | 931 | |
| 9 | 1178 |
| Value | Count | Frequency (%) |
| 11 | 1129 | |
| 10 | 893 | |
| 9 | 1178 | |
| 8 | 931 | |
| 7 | 1430 | |
| 6 | 966 | |
| 5 | 1085 | |
| 4 | 922 | |
| 3 | 347 | 2.6% |
| 2 | 1207 |
liveness
Real number (ℝ≥0)
| Distinct | 1351 |
|---|---|
| Distinct (%) | 10.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1788014336 |
| Minimum | 0.0109 |
|---|---|
| Maximum | 0.986 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 116.0 KiB |
Quantile statistics
| Minimum | 0.0109 |
|---|---|
| 5-th percentile | 0.0572 |
| Q1 | 0.0927 |
| median | 0.121 |
| Q3 | 0.22 |
| 95-th percentile | 0.463 |
| Maximum | 0.986 |
| Range | 0.9751 |
| Interquartile range (IQR) | 0.1273 |
Descriptive statistics
| Standard deviation | 0.1436617527 |
|---|---|
| Coefficient of variation (CV) | 0.8034709222 |
| Kurtosis | 5.823515265 |
| Mean | 0.1788014336 |
| Median Absolute Deviation (MAD) | 0.04105 |
| Skewness | 2.22442847 |
| Sum | 2357.3181 |
| Variance | 0.02063869919 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.108 | 146 | 1.1% |
| 0.106 | 141 | 1.1% |
| 0.104 | 140 | 1.1% |
| 0.102 | 135 | 1.0% |
| 0.111 | 135 | 1.0% |
| 0.11 | 132 | 1.0% |
| 0.112 | 132 | 1.0% |
| 0.109 | 131 | 1.0% |
| 0.107 | 130 | 1.0% |
| 0.105 | 125 | 0.9% |
| Other values (1341) | 11837 |
| Value | Count | Frequency (%) |
| 0.0109 | 1 | < 0.1% |
| 0.0148 | 1 | < 0.1% |
| 0.0186 | 1 | < 0.1% |
| 0.0193 | 1 | < 0.1% |
| 0.0196 | 3 | |
| 0.0206 | 1 | < 0.1% |
| 0.0219 | 1 | < 0.1% |
| 0.0222 | 7 | |
| 0.0233 | 2 | < 0.1% |
| 0.0237 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.986 | 1 | < 0.1% |
| 0.981 | 1 | < 0.1% |
| 0.979 | 1 | < 0.1% |
| 0.978 | 2 | |
| 0.974 | 1 | < 0.1% |
| 0.967 | 1 | < 0.1% |
| 0.961 | 1 | < 0.1% |
| 0.956 | 1 | < 0.1% |
| 0.952 | 3 | |
| 0.95 | 2 |
| Distinct | 6976 |
|---|---|
| Distinct (%) | 52.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.445227321 |
| Minimum | -38.768 |
|---|---|
| Maximum | 1.585 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 13178 |
| Negative (%) | > 99.9% |
| Memory size | 116.0 KiB |
Quantile statistics
| Minimum | -38.768 |
|---|---|
| 5-th percentile | -14.3307 |
| Q1 | -9.03125 |
| median | -6.5505 |
| Q3 | -4.897 |
| 95-th percentile | -3.154 |
| Maximum | 1.585 |
| Range | 40.353 |
| Interquartile range (IQR) | 4.13425 |
Descriptive statistics
| Standard deviation | 3.844634631 |
|---|---|
| Coefficient of variation (CV) | -0.5163891531 |
| Kurtosis | 6.709971793 |
| Mean | -7.445227321 |
| Median Absolute Deviation (MAD) | 1.9185 |
| Skewness | -1.956156555 |
| Sum | -98157.877 |
| Variance | 14.78121544 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -5.9910000000000005 | 14 | 0.1% |
| -4.884 | 13 | 0.1% |
| -6.044 | 13 | 0.1% |
| -6.246 | 12 | 0.1% |
| -3.714 | 12 | 0.1% |
| -6.439 | 12 | 0.1% |
| -5.335 | 12 | 0.1% |
| -9.127 | 12 | 0.1% |
| -4.589 | 12 | 0.1% |
| -4.206 | 12 | 0.1% |
| Other values (6966) | 13060 |
| Value | Count | Frequency (%) |
| -38.768 | 1 | |
| -36.729 | 1 | |
| -36.281 | 1 | |
| -35.449 | 1 | |
| -35.389 | 1 | |
| -34.255 | 1 | |
| -33.859 | 1 | |
| -33.246 | 1 | |
| -32.195 | 1 | |
| -31.921 | 1 |
| Value | Count | Frequency (%) |
| 1.585 | 1 | |
| 1.342 | 1 | |
| 0.878 | 1 | |
| 0.525 | 1 | |
| 0.198 | 1 | |
| 0.119 | 1 | |
| -0.257 | 1 | |
| -0.398 | 1 | |
| -0.737 | 1 | |
| -0.7390000000000001 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6281856796 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 4902 |
| Zeros (%) | 37.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 116.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4833075097 |
|---|---|
| Coefficient of variation (CV) | 0.769370467 |
| Kurtosis | -1.718796216 |
| Mean | 0.6281856796 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.5305323242 |
| Sum | 8282 |
| Variance | 0.2335861489 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 8282 | |
| 0 | 4902 |
| Value | Count | Frequency (%) |
| 0 | 4902 | |
| 1 | 8282 |
| Value | Count | Frequency (%) |
| 1 | 8282 | |
| 0 | 4902 |
speechiness
Real number (ℝ≥0)
| Distinct | 1192 |
|---|---|
| Distinct (%) | 9.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1012050743 |
| Minimum | 0 |
|---|---|
| Maximum | 0.94 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 116.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0289 |
| Q1 | 0.0378 |
| median | 0.0553 |
| Q3 | 0.117 |
| 95-th percentile | 0.33285 |
| Maximum | 0.94 |
| Range | 0.94 |
| Interquartile range (IQR) | 0.0792 |
Descriptive statistics
| Standard deviation | 0.1040103901 |
|---|---|
| Coefficient of variation (CV) | 1.027719121 |
| Kurtosis | 7.020972154 |
| Mean | 0.1012050743 |
| Median Absolute Deviation (MAD) | 0.0224 |
| Skewness | 2.341128745 |
| Sum | 1334.2877 |
| Variance | 0.01081816124 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0337 | 46 | 0.3% |
| 0.032 | 46 | 0.3% |
| 0.031 | 44 | 0.3% |
| 0.109 | 44 | 0.3% |
| 0.0318 | 42 | 0.3% |
| 0.0362 | 41 | 0.3% |
| 0.0439 | 40 | 0.3% |
| 0.0394 | 40 | 0.3% |
| 0.038 | 39 | 0.3% |
| 0.0357 | 39 | 0.3% |
| Other values (1182) | 12763 |
| Value | Count | Frequency (%) |
| 0.0 | 2 | |
| 0.0228 | 2 | |
| 0.0229 | 1 | < 0.1% |
| 0.0231 | 3 | |
| 0.0234 | 2 | |
| 0.0235 | 1 | < 0.1% |
| 0.0236 | 3 | |
| 0.0238 | 2 | |
| 0.0239 | 3 | |
| 0.024 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.94 | 1 | |
| 0.936 | 1 | |
| 0.915 | 1 | |
| 0.906 | 1 | |
| 0.894 | 1 | |
| 0.8909999999999999 | 1 | |
| 0.8690000000000001 | 1 | |
| 0.831 | 2 | |
| 0.83 | 1 | |
| 0.826 | 1 |
| Distinct | 9331 |
|---|---|
| Distinct (%) | 70.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 121.0079172 |
| Minimum | 0 |
|---|---|
| Maximum | 214.686 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 116.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 79.10505 |
| Q1 | 98.8705 |
| median | 120.013 |
| Q3 | 139.934 |
| 95-th percentile | 174.07265 |
| Maximum | 214.686 |
| Range | 214.686 |
| Interquartile range (IQR) | 41.0635 |
Descriptive statistics
| Standard deviation | 28.66379584 |
|---|---|
| Coefficient of variation (CV) | 0.2368753755 |
| Kurtosis | -0.21119189 |
| Mean | 121.0079172 |
| Median Absolute Deviation (MAD) | 20.035 |
| Skewness | 0.4299170691 |
| Sum | 1595368.381 |
| Variance | 821.6131919 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 120.013 | 14 | 0.1% |
| 123.07 | 14 | 0.1% |
| 128.03799999999998 | 13 | 0.1% |
| 150.036 | 12 | 0.1% |
| 125.978 | 12 | 0.1% |
| 149.989 | 12 | 0.1% |
| 97.064 | 11 | 0.1% |
| 136.048 | 11 | 0.1% |
| 95.948 | 11 | 0.1% |
| 122.007 | 11 | 0.1% |
| Other values (9321) | 13063 |
| Value | Count | Frequency (%) |
| 0.0 | 2 | |
| 46.591 | 1 | |
| 51.607 | 1 | |
| 56.983 | 1 | |
| 56.985 | 1 | |
| 57.0 | 1 | |
| 57.304 | 1 | |
| 57.523 | 1 | |
| 58.017 | 1 | |
| 59.54 | 1 |
| Value | Count | Frequency (%) |
| 214.686 | 1 | |
| 213.99 | 1 | |
| 213.226 | 1 | |
| 212.058 | 1 | |
| 211.644 | 1 | |
| 211.357 | 1 | |
| 210.75 | 1 | |
| 209.421 | 1 | |
| 208.969 | 1 | |
| 208.706 | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.960406553 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 116.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 4 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2985885811 |
|---|---|
| Coefficient of variation (CV) | 0.07539341658 |
| Kurtosis | 48.84734404 |
| Mean | 3.960406553 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -5.225535555 |
| Sum | 52214 |
| Variance | 0.08915514078 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 12457 | |
| 3 | 511 | 3.9% |
| 5 | 160 | 1.2% |
| 1 | 53 | 0.4% |
| 0 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 53 | 0.4% |
| 3 | 511 | 3.9% |
| 4 | 12457 | |
| 5 | 160 | 1.2% |
| Value | Count | Frequency (%) |
| 5 | 160 | 1.2% |
| 4 | 12457 | |
| 3 | 511 | 3.9% |
| 1 | 53 | 0.4% |
| 0 | 3 | < 0.1% |
audio_valence
Real number (ℝ≥0)
| Distinct | 1181 |
|---|---|
| Distinct (%) | 9.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5284147072 |
| Minimum | 0 |
|---|---|
| Maximum | 0.984 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 116.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.12815 |
| Q1 | 0.332 |
| median | 0.528 |
| Q3 | 0.728 |
| 95-th percentile | 0.92485 |
| Maximum | 0.984 |
| Range | 0.984 |
| Interquartile range (IQR) | 0.396 |
Descriptive statistics
| Standard deviation | 0.2464026757 |
|---|---|
| Coefficient of variation (CV) | 0.4663054838 |
| Kurtosis | -0.9908645603 |
| Mean | 0.5284147072 |
| Median Absolute Deviation (MAD) | 0.198 |
| Skewness | -0.02231442083 |
| Sum | 6966.6195 |
| Variance | 0.0607142786 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.961 | 52 | 0.4% |
| 0.964 | 45 | 0.3% |
| 0.505 | 39 | 0.3% |
| 0.591 | 39 | 0.3% |
| 0.399 | 36 | 0.3% |
| 0.962 | 34 | 0.3% |
| 0.376 | 34 | 0.3% |
| 0.5329999999999999 | 33 | 0.3% |
| 0.96 | 32 | 0.2% |
| 0.329 | 31 | 0.2% |
| Other values (1171) | 12809 |
| Value | Count | Frequency (%) |
| 0.0 | 2 | |
| 0.023 | 1 | |
| 0.0277 | 1 | |
| 0.0292 | 2 | |
| 0.0312 | 1 | |
| 0.0316 | 1 | |
| 0.0321 | 1 | |
| 0.0326 | 2 | |
| 0.0329 | 1 | |
| 0.033 | 1 |
| Value | Count | Frequency (%) |
| 0.984 | 1 | < 0.1% |
| 0.982 | 3 | |
| 0.981 | 2 | |
| 0.98 | 1 | < 0.1% |
| 0.979 | 2 | |
| 0.978 | 1 | < 0.1% |
| 0.977 | 3 | |
| 0.976 | 4 | |
| 0.975 | 3 | |
| 0.974 | 2 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| song_id | song_name | song_popularity | song_duration_ms | acousticness | danceability | energy | instrumentalness | key | liveness | loudness | audio_mode | speechiness | tempo | time_signature | audio_valence | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2231 | Maneater - Radio Edit | 58 | 270946 | 0.0153 | 0.728 | 0.518 | 0.000042 | 11 | 0.103 | -11.114 | 0 | 0.038 | 88.708 | 4 | 0.833 |
| 1 | 18680 | Better Off Alone | 62 | 192835 | 0.0155 | 0.903 | 0.498 | 0.000008 | 8 | 0.105 | -6.379 | 1 | 0.108 | 121.974 | 4 | 0.439 |
| 2 | 16908 | Song That I Heard | 59 | 237666 | 0.773 | 0.267 | 0.356 | 0.00176 | 8 | 0.167 | -12.103 | 1 | 0.0317 | 92.272 | 4 | 0.314 |
| 3 | 10155 | Zumba | 60 | 263973 | 0.00205 | 0.729 | 0.894 | 0.021 | 5 | 0.128 | -3.494 | 1 | 0.0397 | 124.992 | 4 | 0.832 |
| 4 | 18150 | Bumper To Bumper | 31 | 225933 | 0.148 | 0.771 | 0.735 | 0.0 | 5 | 0.288 | -9.162 | 0 | 0.116 | 119.983 | 4 | 0.385 |
| 5 | 16694 | Eighties | 38 | 231133 | 0.000217 | 0.404 | 0.946 | 0.00168 | 2 | 0.411 | -11.562 | 0 | 0.088 | 151.716 | 4 | 0.437 |
| 6 | 331 | I'm A Man | 14 | 176160 | 0.038 | 0.55 | 0.929 | 0.0 | 9 | 0.135 | -5.765 | 1 | 0.0815 | 129.011 | 4 | 0.643 |
| 7 | 18702 | Body | 86 | 163216 | 0.0476 | 0.752 | 0.764 | 0.000094 | 1 | 0.0543 | -4.399 | 1 | 0.038 | 121.958 | 4 | 0.582 |
| 8 | 16364 | God's Gonna Cut You Down | 66 | 158573 | 0.877 | 0.611 | 0.479 | 0.000006 | 5 | 0.106 | -8.074 | 0 | 0.117 | 82.366 | 4 | 0.79 |
| 9 | 17995 | Peaches N Cream | 48 | 284213 | 0.0247 | 0.83 | 0.722 | 0.000001 | 0 | 0.0741 | -6.099 | 1 | 0.0595 | 109.987 | 4 | 0.29 |
Last rows
| song_id | song_name | song_popularity | song_duration_ms | acousticness | danceability | energy | instrumentalness | key | liveness | loudness | audio_mode | speechiness | tempo | time_signature | audio_valence | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 13174 | 9977 | Confidently Lost | 69 | 209885 | 0.272 | 0.666 | 0.39 | 0.000009 | 5 | 0.111 | -8.575 | 1 | 0.0838 | 113.866 | 4 | 0.325 |
| 13175 | 14440 | El Gato Volador | 54 | 113867 | 0.0529 | 0.958 | 0.807 | 0.000654 | 6 | 0.924 | -8.793 | 1 | 0.241 | 109.239 | 4 | 0.87 |
| 13176 | 8554 | Black or White - Single Version | 71 | 202853 | 0.0824 | 0.741 | 0.894 | 0.0527 | 4 | 0.089 | -3.826 | 1 | 0.0495 | 114.869 | 4 | 0.96 |
| 13177 | 7280 | WEAKEND | 47 | 167800 | 0.262 | 0.628 | 0.505 | 0.00355 | 0 | 0.132 | -8.091 | 1 | 0.164 | 137.04 | 4 | 0.0679 |
| 13178 | 7462 | Leave Me Alone | 69 | 195637 | 0.107 | 0.792 | 0.743 | 0.0 | 7 | 0.183 | -2.806 | 1 | 0.0851 | 150.024 | 4 | 0.742 |
| 13179 | 8730 | WORKIN ME | 86 | 169620 | 0.182 | 0.79 | 0.629 | 0.000007 | 8 | 0.338 | -4.055 | 1 | 0.142 | 170.023 | 4 | 0.267 |
| 13180 | 17365 | Nobody Wants to Be Lonely - Ricky Martin with Christina Aguilera | 53 | 252706 | 0.00579 | 0.635 | 0.854 | 0.0083 | 10 | 0.0623 | -5.02 | 0 | 0.0612 | 100.851 | 4 | 0.59 |
| 13181 | 3236 | Sinking Ship | 53 | 247493 | 0.95 | 0.37 | 0.174 | 0.0029 | 4 | 0.11 | -19.316 | 0 | 0.0377 | 92.75 | 4 | 0.181 |
| 13182 | 3161 | The Light | 76 | 179653 | 0.0178 | 0.83 | 0.577 | 0.000081 | 4 | 0.0436 | -5.156 | 0 | 0.256 | 92.973 | 4 | 0.63 |
| 13183 | 8240 | Do Wah Diddy Diddy | 64 | 143400 | 0.262 | 0.661 | 0.557 | 0.0 | 4 | 0.0557 | -8.244 | 1 | 0.049 | 125.445 | 4 | 0.957 |